{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-06-07T05:36:29.973190Z",
     "start_time": "2025-06-07T05:27:30.642903Z"
    }
   },
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import jieba\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import LinearSVC\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
    "from tqdm import tqdm\n",
    "from datetime import datetime\n",
    "\n",
    "\n",
    "# ------------------------------ 混淆矩阵可视化函数 ------------------------------\n",
    "def plot_confusion_matrix(conf_mat, model_name, classes):\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    plt.imshow(conf_mat, interpolation='nearest', cmap=plt.cm.Blues)\n",
    "    plt.title(f\"{model_name} 混淆矩阵\", fontsize=14)\n",
    "    plt.colorbar()\n",
    "    plt.xticks(range(len(classes)), classes, rotation=45)\n",
    "    plt.yticks(range(len(classes)), classes)\n",
    "\n",
    "    thresh = conf_mat.max() / 2.\n",
    "    for i in range(len(conf_mat)):\n",
    "        for j in range(len(conf_mat[i])):\n",
    "            plt.text(j, i, f'{conf_mat[i, j]}',\n",
    "                     horizontalalignment=\"center\",\n",
    "                     color=\"white\" if conf_mat[i, j] > thresh else \"black\")\n",
    "\n",
    "    plt.xlabel(\"预测类别\")\n",
    "    plt.ylabel(\"真实类别\")\n",
    "    plt.tight_layout()\n",
    "    plt.savefig(f\"{model_name}_confusion_matrix.png\")\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "# ------------------------------ 数据处理函数 ------------------------------\n",
    "def load_class_labels(class_path):\n",
    "    label_map = {}\n",
    "    if os.path.exists(class_path):\n",
    "        with open(class_path, 'r', encoding='utf-8') as f:\n",
    "            for idx, line in enumerate(f):\n",
    "                label_map[idx] = line.strip()\n",
    "    return label_map or {idx: f\"类别{idx}\" for idx in sorted(set(label_map.keys()))}\n",
    "\n",
    "\n",
    "def load_text_dataset(file_path):\n",
    "    texts, labels = [], []\n",
    "    with open(file_path, 'r', encoding='utf-8') as f:\n",
    "        for line in tqdm(f, desc=f\"加载 {file_path}\"):\n",
    "            line = line.strip()\n",
    "            if not line:\n",
    "                continue\n",
    "            parts = line.rsplit('\\t', 1)\n",
    "            if len(parts) == 2:\n",
    "                texts.append(parts[0])\n",
    "                labels.append(int(parts[1]))\n",
    "    return texts, labels\n",
    "\n",
    "\n",
    "def preprocess_texts(texts, stopwords):\n",
    "    processed = []\n",
    "    for text in tqdm(texts, desc=\"文本预处理\"):\n",
    "        words = jieba.cut(text, HMM=True)\n",
    "        filtered = [word for word in words if word not in stopwords and len(word) >= 2]\n",
    "        processed.append(' '.join(filtered))\n",
    "    return processed\n",
    "\n",
    "\n",
    "# ------------------------------ 模型训练函数 ------------------------------\n",
    "def run_model(model, model_name, data, stopwords, label_map):\n",
    "    train_texts, train_labels, test_texts, test_labels = data\n",
    "    classes = list(label_map.values())\n",
    "\n",
    "    vectorizer = TfidfVectorizer(max_features=10000, ngram_range=(1, 2))\n",
    "    X_train = vectorizer.fit_transform(preprocess_texts(train_texts, stopwords))\n",
    "    X_test = vectorizer.transform(preprocess_texts(test_texts, stopwords))\n",
    "\n",
    "    start_time = datetime.now()\n",
    "    model.fit(X_train, train_labels)\n",
    "    train_time = (datetime.now() - start_time).total_seconds()\n",
    "\n",
    "    train_pred = model.predict(X_train)\n",
    "    test_pred = model.predict(X_test)\n",
    "    train_acc = accuracy_score(train_labels, train_pred)\n",
    "    test_acc = accuracy_score(test_labels, test_pred)\n",
    "    conf_mat = confusion_matrix(test_labels, test_pred)\n",
    "\n",
    "    print(f\"\\n---------------- {model_name} ----------------\")\n",
    "    print(f\"训练集准确率: {train_acc:.4f}\")\n",
    "    print(f\"测试集准确率: {test_acc:.4f}\")\n",
    "    print(f\"训练时间: {train_time:.2f} 秒\")\n",
    "    print(\"分类报告:\\n\", classification_report(test_labels, test_pred, target_names=classes))\n",
    "    plot_confusion_matrix(conf_mat, model_name, classes)\n",
    "\n",
    "    return {\n",
    "        \"model\": model_name,\n",
    "        \"test_accuracy\": test_acc,\n",
    "        \"train_time\": train_time\n",
    "    }\n",
    "\n",
    "\n",
    "# ------------------------------ 主函数 ------------------------------\n",
    "def main():\n",
    "    print(f\"[{datetime.now()}] 文本分类实验开始...\")\n",
    "\n",
    "    DATA_DIR = r\"D:\\Program Files\\JetBrains\\PyCharm 2024.2.1\\mytest\\pangchenchen\\sahgji-3\\THUCNews-txt\"\n",
    "    CLASS_PATH = os.path.join(DATA_DIR, \"class.txt\")\n",
    "    stopwords = {\n",
    "        '的', '了', '在', '是', '我', '有', '和', '就', '不', '人', '都', '一',\n",
    "        '个', '上', '也', '很', '到', '说', '要', '去', '你', '会', '着', '没有'\n",
    "    }\n",
    "\n",
    "    train_texts, train_labels = load_text_dataset(os.path.join(DATA_DIR, \"train.txt\"))\n",
    "    test_texts, test_labels = load_text_dataset(os.path.join(DATA_DIR, \"test.txt\"))\n",
    "    label_map = load_class_labels(CLASS_PATH)\n",
    "    data = (train_texts, train_labels, test_texts, test_labels)\n",
    "\n",
    "    # 定义六个模型\n",
    "    models = [\n",
    "        (LogisticRegression(solver='lbfgs', max_iter=500), \"逻辑回归\"),\n",
    "        (LinearSVC(max_iter=500), \"支持向量机\"),\n",
    "        (MultinomialNB(), \"朴素贝叶斯\"),\n",
    "        (RandomForestClassifier(n_estimators=100, max_depth=10), \"随机森林\"),\n",
    "        (KNeighborsClassifier(n_neighbors=5), \"K近邻\"),\n",
    "        (DecisionTreeClassifier(max_depth=8), \"决策树\")\n",
    "    ]\n",
    "\n",
    "    results = []\n",
    "    for model, name in models:\n",
    "        results.append(run_model(model, name, data, stopwords, label_map))\n",
    "\n",
    "    # 提取数据用于绘图\n",
    "    model_names = [result['model'] for result in results]\n",
    "    accuracies = [result['test_accuracy'] for result in results]\n",
    "    train_times = [result['train_time'] for result in results]\n",
    "\n",
    "    # 合并绘制柱状图\n",
    "    plt.figure(figsize=(12, 6))\n",
    "\n",
    "    # 测试准确率柱状图（纵坐标调整为0.0-0.9）\n",
    "    plt.subplot(1, 2, 1)\n",
    "    plt.bar(model_names, accuracies, width=0.5,\n",
    "            color=['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b'])\n",
    "    plt.title(\"测试准确率对比\", fontsize=14)\n",
    "    plt.xlabel(\"模型名称\", fontsize=12)\n",
    "    plt.ylabel(\"准确率\", fontsize=12)\n",
    "    plt.ylim(0.0, 0.9)  # 纵坐标范围\n",
    "    for i, acc in enumerate(accuracies):\n",
    "        plt.text(model_names[i], acc, f\"{acc:.4f}\", ha='center', va='bottom')\n",
    "\n",
    "    # 训练时间柱状图\n",
    "    plt.subplot(1, 2, 2)\n",
    "    plt.bar(model_names, train_times, width=0.5,\n",
    "            color=['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b'])\n",
    "    plt.title(\"训练时间对比\", fontsize=14)\n",
    "    plt.xlabel(\"模型名称\", fontsize=12)\n",
    "    plt.ylabel(\"训练时间（秒）\", fontsize=12)\n",
    "    for i, time in enumerate(train_times):\n",
    "        plt.text(model_names[i], time, f\"{time:.2f}s\", ha='center', va='bottom')\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    plt.rcParams[\"font.family\"] = \"SimHei\"\n",
    "    main()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-06-07 13:27:31.139603] 文本分类实验开始...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "加载 D:\\Program Files\\JetBrains\\PyCharm 2024.2.1\\mytest\\pangchenchen\\sahgji-3\\THUCNews-txt\\train.txt: 180000it [00:00, 1257406.82it/s]\n",
      "加载 D:\\Program Files\\JetBrains\\PyCharm 2024.2.1\\mytest\\pangchenchen\\sahgji-3\\THUCNews-txt\\test.txt: 10000it [00:00, 1388290.75it/s]\n",
      "文本预处理:   0%|          | 0/180000 [00:00<?, ?it/s]Building prefix dict from the default dictionary ...\n",
      "Loading model from cache C:\\Users\\Lenovo\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 0.479 seconds.\n",
      "Prefix dict has been built successfully.\n",
      "文本预处理: 100%|██████████| 180000/180000 [00:09<00:00, 18281.16it/s]\n",
      "文本预处理: 100%|██████████| 10000/10000 [00:00<00:00, 18712.06it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------- 逻辑回归 ----------------\n",
      "训练集准确率: 0.9009\n",
      "测试集准确率: 0.8767\n",
      "训练时间: 9.50 秒\n",
      "分类报告:\n",
      "                precision    recall  f1-score   support\n",
      "\n",
      "      finance       0.90      0.87      0.88      1000\n",
      "       realty       0.92      0.90      0.91      1000\n",
      "       stocks       0.82      0.83      0.83      1000\n",
      "    education       0.94      0.93      0.94      1000\n",
      "      science       0.84      0.84      0.84      1000\n",
      "      society       0.85      0.86      0.85      1000\n",
      "     politics       0.84      0.86      0.85      1000\n",
      "       sports       0.93      0.92      0.93      1000\n",
      "         game       0.92      0.87      0.90      1000\n",
      "entertainment       0.82      0.88      0.85      1000\n",
      "\n",
      "     accuracy                           0.88     10000\n",
      "    macro avg       0.88      0.88      0.88     10000\n",
      " weighted avg       0.88      0.88      0.88     10000\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "文本预处理: 100%|██████████| 180000/180000 [00:09<00:00, 18290.04it/s]\n",
      "文本预处理: 100%|██████████| 10000/10000 [00:00<00:00, 20529.59it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------- 支持向量机 ----------------\n",
      "训练集准确率: 0.9163\n",
      "测试集准确率: 0.8761\n",
      "训练时间: 8.65 秒\n",
      "分类报告:\n",
      "                precision    recall  f1-score   support\n",
      "\n",
      "      finance       0.90      0.86      0.88      1000\n",
      "       realty       0.92      0.90      0.91      1000\n",
      "       stocks       0.81      0.83      0.82      1000\n",
      "    education       0.94      0.93      0.93      1000\n",
      "      science       0.83      0.84      0.84      1000\n",
      "      society       0.85      0.87      0.86      1000\n",
      "     politics       0.85      0.84      0.85      1000\n",
      "       sports       0.94      0.92      0.93      1000\n",
      "         game       0.91      0.88      0.90      1000\n",
      "entertainment       0.83      0.88      0.85      1000\n",
      "\n",
      "     accuracy                           0.88     10000\n",
      "    macro avg       0.88      0.88      0.88     10000\n",
      " weighted avg       0.88      0.88      0.88     10000\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "文本预处理: 100%|██████████| 180000/180000 [00:10<00:00, 17985.63it/s]\n",
      "文本预处理: 100%|██████████| 10000/10000 [00:00<00:00, 20717.59it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------- 朴素贝叶斯 ----------------\n",
      "训练集准确率: 0.8716\n",
      "测试集准确率: 0.8637\n",
      "训练时间: 0.05 秒\n",
      "分类报告:\n",
      "                precision    recall  f1-score   support\n",
      "\n",
      "      finance       0.83      0.87      0.85      1000\n",
      "       realty       0.93      0.84      0.89      1000\n",
      "       stocks       0.82      0.81      0.81      1000\n",
      "    education       0.91      0.93      0.92      1000\n",
      "      science       0.84      0.81      0.82      1000\n",
      "      society       0.83      0.88      0.86      1000\n",
      "     politics       0.82      0.85      0.84      1000\n",
      "       sports       0.92      0.93      0.92      1000\n",
      "         game       0.91      0.86      0.88      1000\n",
      "entertainment       0.84      0.86      0.85      1000\n",
      "\n",
      "     accuracy                           0.86     10000\n",
      "    macro avg       0.86      0.86      0.86     10000\n",
      " weighted avg       0.86      0.86      0.86     10000\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "文本预处理: 100%|██████████| 180000/180000 [00:09<00:00, 19383.01it/s]\n",
      "文本预处理: 100%|██████████| 10000/10000 [00:00<00:00, 20702.56it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------- 随机森林 ----------------\n",
      "训练集准确率: 0.5533\n",
      "测试集准确率: 0.5570\n",
      "训练时间: 3.11 秒\n",
      "分类报告:\n",
      "                precision    recall  f1-score   support\n",
      "\n",
      "      finance       0.91      0.52      0.66      1000\n",
      "       realty       0.89      0.67      0.76      1000\n",
      "       stocks       0.62      0.50      0.55      1000\n",
      "    education       0.84      0.78      0.81      1000\n",
      "      science       0.83      0.47      0.60      1000\n",
      "      society       0.83      0.43      0.57      1000\n",
      "     politics       0.76      0.45      0.56      1000\n",
      "       sports       0.91      0.43      0.58      1000\n",
      "         game       0.86      0.43      0.57      1000\n",
      "entertainment       0.21      0.90      0.34      1000\n",
      "\n",
      "     accuracy                           0.56     10000\n",
      "    macro avg       0.77      0.56      0.60     10000\n",
      " weighted avg       0.77      0.56      0.60     10000\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "文本预处理: 100%|██████████| 180000/180000 [00:09<00:00, 19827.17it/s]\n",
      "文本预处理: 100%|██████████| 10000/10000 [00:00<00:00, 19323.44it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------- K近邻 ----------------\n",
      "训练集准确率: 0.6808\n",
      "测试集准确率: 0.4994\n",
      "训练时间: 0.02 秒\n",
      "分类报告:\n",
      "                precision    recall  f1-score   support\n",
      "\n",
      "      finance       0.34      0.60      0.43      1000\n",
      "       realty       0.60      0.63      0.62      1000\n",
      "       stocks       0.53      0.47      0.50      1000\n",
      "    education       0.86      0.52      0.64      1000\n",
      "      science       0.58      0.50      0.54      1000\n",
      "      society       0.54      0.52      0.53      1000\n",
      "     politics       0.78      0.41      0.53      1000\n",
      "       sports       0.79      0.16      0.26      1000\n",
      "         game       0.57      0.60      0.59      1000\n",
      "entertainment       0.29      0.59      0.39      1000\n",
      "\n",
      "     accuracy                           0.50     10000\n",
      "    macro avg       0.59      0.50      0.50     10000\n",
      " weighted avg       0.59      0.50      0.50     10000\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "文本预处理: 100%|██████████| 180000/180000 [00:11<00:00, 16164.98it/s]\n",
      "文本预处理: 100%|██████████| 10000/10000 [00:00<00:00, 14972.08it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------- 决策树 ----------------\n",
      "训练集准确率: 0.2142\n",
      "测试集准确率: 0.2167\n",
      "训练时间: 1.49 秒\n",
      "分类报告:\n",
      "                precision    recall  f1-score   support\n",
      "\n",
      "      finance       0.95      0.31      0.47      1000\n",
      "       realty       0.97      0.24      0.38      1000\n",
      "       stocks       0.50      0.00      0.00      1000\n",
      "    education       0.99      0.25      0.40      1000\n",
      "      science       1.00      0.00      0.00      1000\n",
      "      society       0.95      0.16      0.28      1000\n",
      "     politics       0.00      0.00      0.00      1000\n",
      "       sports       0.11      1.00      0.20      1000\n",
      "         game       0.93      0.21      0.34      1000\n",
      "entertainment       0.00      0.00      0.00      1000\n",
      "\n",
      "     accuracy                           0.22     10000\n",
      "    macro avg       0.64      0.22      0.21     10000\n",
      " weighted avg       0.64      0.22      0.21     10000\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Program Files\\JetBrains\\PyCharm 2024.2.1\\test1\\venv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
      "D:\\Program Files\\JetBrains\\PyCharm 2024.2.1\\test1\\venv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
      "D:\\Program Files\\JetBrains\\PyCharm 2024.2.1\\test1\\venv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ],
      "image/png": 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iy7R65fvvv5/stnqeXnt6OnTo4AJT/9voIBQouDz//PMDvsd0ql69un300Ufp3m8tZtCmTZsUg5URI0a4v/WDRvPM6fXQQVDPtX///m6y37vuusu970Pp77//dq+v9v2iiy6yJ554wh2YPXrv6rn5/8Dy6HPcunXrU96HK6+80v3ISs+PmxdeeCHZ5Q0bNrSFCxdadqXnpu+AjRs3uvN6ffQ+1/ey3sPNmze3559/3j7++OOA1Rr6ga2VzRTke/R9XrduXfdeP++886x3796WXYPUQD744AObNGlSits99dRT9vTTT7vvFn2H6HOgAOzGG2+0Tz/91N1Gl+sHrD+1648//pjqj2/90EbWQ5x06oiTiJNSQ5x08oiTUkecdPKIk9KHSqlMUqZMGevRo4fLWqZ0UPfozdWyZUt3UlD27LPP+rKkehO9/PLLdv311ycqedcH3DuIp9bz589/2WcdMH/77Tf3twIQrcKjA+yvv/6abLsrrrgi3Y+RmfRF/+WXXyZ6bO23elf9AxF9KNU+9957r+tt00kHWAWquv3jjz/unrsOcgqA33zzTXf5O++8Y2XLlnX3oS8+fSjVDp633nor2T7ptdQH1//Dq4BKX8QKFpJST2/SoEmvndpc+6T3h4IA/a/XUz2PV199tfviSSlIy2wKFpO+vgoCAz2+FhO444473O29jLyeo9rYW+1SbaQfBGpPf9qmb9++KQZICsb8A9zHHnvMBRd6TfQZUW/p6NGjE92ff7DqUe+wesm1jXrhvcDwnnvucQc79dbqvrVtOHoVtN9FihRxz01tqR9TOogr0FQgqM+gDtJPPvmku70OLqNGjbJzzz3XtbH/c54+fbp7LupZ8QL7pMGjAk8Fb17b6gCmz4cOYt4PLb0HdVnSg1ZKUwzqR6P/j7dIpPZ/++23XRuKvhdUqaHzl112mTVt2tS6dOniCxD++OMPt416BVP7bOr7acuWLa7aoH379vbqq6+6Hixt8+6777ogWver67MbvW+bNWvmfszof71/9P2s97zeLymtiKuVc+fOneuuVzCbP39+9z2o96Te1/p+0Y8Svff1edBtCxQo4LbVNvo8qfdQw7q8z7SOwfru0PdspL9XsyvipFNHnEScRJxEnBQsxEmZjzgp/bLeHkUw9S6I3jgqL1fptz5w+l+6du3q/vdKT5Vl9t6YO3bssKJFi9o555zjMslJ+b95/AMEHWj0Qfen3sWkt9Mb0Au+/AO3lITjoOR/YPX069fP9ZIFOmAvW7bMfQi9VRiVNdaXnQ648tBDD7kvuEDb6vnr9fB6RVOioCxpz6DKUtXmKoUP5Oabb050/sEHH3QlrXqNlyxZYs8995z7MtHr49/O/sFxZtOXoL609Fy894LeBwqU9OWlywO9J84++2zX2+d9iXlB0t133+0OUP7BZFJJn88nn3ziliL3X47c/z2qfVCApNdNX8a///57up6bDprjxo1z+6HXU89TPS76HCnA1vPTZzJcvNdY+6f3rHrYLrjgAteu6lXSe3bw4MGuIkD0naB28f7X9t5BTK+R3tOvvPKKe08F6unwfhyoHVRhoG30vlP1gdpJ7ZK0VNj/sbx91eunA59eF//3qXp7tT+nn366RSq9t9T2L730khUvXtz3Wdf7xfthoXbzfpylRNUbAwcOdJ/p+vXru6ExGgajgMt7byuw1fAj9XZlNwqAHn30Udd2Cip1DFPQ5X2/qA1U+aK/1QutxIK+sxWE6seZfgQrSaGeVZWxDxgwwF2v8+q99z8m6D2q951eG92/guQPP/zQffesX7/eJRP0eN7r5x1bkbUQJ50a4iTiJOIk4qRQIE7KHMRJ6UdSKhMoA6wPrXrq9OKrd0inKVOmuC9WZeMDjdueOXOmewMqC62lmtWLoh6BQOXRukzZ6KSUBX3ttdfsrLPOcuerVq2a5kFbX5ZeZjarvSG98vL07JNKfXVSuyjw0UFaB5RNmzb52uabb75xPSKiA4d6XZQ9zkhg491WX6rqUdQXjHpgUqIvV31ZqDRaBzuVrOq9cfHFF7vzXvCXtAcymNQbqoO6vph27drl2nfy5MkuYNIQBy+Y8r7M/Gn+Dz0f7zVZvXq167lUT7UXxOkgk/QAnvR+9FnQPvgHW/63SdoW2le1ZUrZfO86LxhQ745eX68Xy+vpzip0wFXwql4N9Tapt0PvXfVQap8///xzdzsd4HUQV6+K3rNqX5WF6ztCgX5aAboOYPrhofedSqL1g0Vl1QrSFFioF1LBqErkdZnmaNBnRN9XGlajIENDFPQa6yCqNtSPGf1oUNCqdlewraA7Eun7Twd4/VDV89cPDrWp3i9qG9FzVO+WqhL86bb6/Cso+Ouvv9yPA7WDDvT6XOh+9f3j/wNYgW7FihXdXDnZUbt27dyQBx3nvB5tUY92qVKlXKWGfjypl17Us3/hhRe6453a3ev51nFMP5Z0rLzmmmvce94b/uMd//Q+VQWCftCqh1A/4PQjVt8rqjbQECMdQ/TZUtAb6JiJ8CBOyjzEScFBnBR+xElZA3FS5iJOSh+SUplAPXw6qZzb+3LXh2/QoEHuvP+kbvpAK/upjKiCLH1prVmzxvViqVxVbyAdMJRRFn0RqwRbX4SBBDqYpHWA0Zex19ujx/vss88SBXh6zHBRAKrsuSZx8wJIr7RcX2K33367+9JPSmOcFeDqA6sDgv8BSQGovgD0wQ0UJOlDqe296/Rh1kEmaU+ePsyi18J/THRSemwFff4094QOnHqttS86cOpLJFSBriaR1ReR2kBjjfWeStr7qf1SObS+GFXiqQBNAZneGyoZ9WgYQM2aNe3MM8/0Xab3UIkSJRL1tgbqRdaXb0bo9VbptNcLpv1Xubbob80B4lGb+/cAitpcQa3aX5frfqpUqeJ6wkJNQy50kNHrrvkPdNBX0KWycV2nH0DqIdTz03tN16knT4G6elG8dk7rh4LK1vU+03tYByxvKIQOQnrtVQasuQE0p4qCMNEPFT2WerE0waz33tB7Zvbs2e56fT9530uRTD1xCnj1nGTixInuB4feXwqu9D7SwVoHfa999GNalQgKUL3PrHpwNc+J2k3fCfrcaP4TtZHa3GsrvffUrtmZ5iFJyuuxDnRc0vdP0soBBU2qnPEvZdfnV59l/VDT97QCNf1o1TwM+jGty/Wa6Dve62HVjxb9OMwO79XshDgp8xAnBQdxEnEScdJ/iJMyH3FS2khKZTJ9EapHUEHMI4884t4E+kCKssUq3VMWXr0wGmuvL0Vl+735EBSwff31176DljfvQkpl5IHGNqd0mXe5ghYdTEXj+pOO7dc+hIuet05aeUdffPpgiXogNLdE0gBIH05leZV913hkfXjVZkkPSF6GP1AAoGBCWWhlnQON4U9KwaA++N5qCCrLVO+gXiMdONXjkjTYUnZcQeDmzZvdgUwllbptqEt7dbBWsKQeUwWYeu29L0EFUBofruEV+jLTAUnl015baBuNI+/cubPreVUpqIJjPVcdmJIGsknfh3qPKyBL7TZJqUzYe8302Bpy4QUeSbdN2gMoCjLUO6BJS++880637+oVCwe9v/SdoAly1buneRzUU6dePQVFhQoV8pXyioIx9WCrx1TPW+//9ATo+pGn10LvaR3A1EOjwEIlwyr5VWCn3r2kwzV0uX5oqadSZe/6PHnvXX12NBGxvjvUYxip9F2rAF3vda8dvYoNBafewV+TUuoHiiZmFvWI6rtcFRsefU/o9dL7TbfT5yRQD7qCNP2IUU9YSnMHRDr9kNEPUPVy6vmrLTSPQdLnq9up3b3ebn/33Xefex284S6B6D3qfS+ot1XDOfRjXMcJ/SDXDylkfcRJp4Y4KbiIk4iTiJOIkzIbcVLaSEoFgcpKVZ6nA5LePApe9KbTF5XGiorelMoYi94wuq3mUFCg5Z9p93oAU6I3tf9SviqZTLoyi9frp5Poy1Rf+FlZ9+7dXSCg7Lyeo9pTX27euGZvwk1l5vUB05eg5j5QoKPejaS9oJowUYGNejNOle5bB3UvuNAXiHqUdLnaPulj6wtCX94KXHRQ1cFTX0zqYUtpadVg0H5qfLjen8qq60CurLnmbfCel96fCnTVq6H3p3ou9L7Re1gHbvX66bmr91rBmAKzM844I+CXnLL3Hr2P1bOadFnTtCa7TW3OjqTXBeoBVIAXznkS/HkrCOl1Vw+f3qfe5Jy6TMG32sl7Tygg93rvdLDW66OeqdSGRKhXSsGWDmgKqhUgqTxdwZ2CTr3v9Hoq8FNgoEl8tS/6Wz8i9PlSL63mU1AAof3SPuk9q9dZQauC2mDO6xFMeu76caTPgdom6Q9L77OreSgCrfKTlAJgBXDedgqmtZ3KpT36blIPoYZ3ePPpZDd6r6rXTT/iFUjpO1vvNf2t965H89joB5q+B/RZ0A8AL+jVjz8Fwt4PUL3vFET5JwNUkaC21vtS30H6kasfKw888ID7rOu4qaAWWR9x0qkjTsp8xEnhRZwUfsRJwUGclDaSUkGgsk+Pyh2V2VQwpeDAf4UIfcGpx0VBmN5kXpl6oB7AlKS0VKzGPCf9olfPpLKyerPrC1Nf4t5KJ1mNymfVW6USWx3It27d6not/Cko8JaU9ibT1IFDHzj19uiDLMrcq6clpV5UHZw19tm7fwUFXm9gIGpL9Xh52W2NAVavknoPFGD4B1B6/fQe0Jest3y0AknvwJrWBIGZSUG9ejUUMKm3SSWd6on2py86BVw6OKh3Q1+Eep7qZVWPlL5Q9TzUO6uDiF4X9crqOfr3joj/ctQqb9broLbxyvKTDh8QHeQ1tECfDW+i27Sox8CbcNL7POi+9ZpoLLzmrMgq1PZaBSbpnAf6UaH9V1CuHwZ6T6ot1AaqElDZr96Xam//HxxJKUDSSRMf6oeIAgtVGqjHS6+R5gfQ50Btps+WRz0qOjiqzfSe1DwYehxVLSjAUsCmYE33qcBNp0gMuBQ06rtBPfF6/6utAn3/6TvY6/3zPseBeqv1XeoFC/o+1euqnqmk83voB/MzzzyTLYMtffb0mVXVizcJrX6YeauTKUAK1GusgEw/6BSc6vin73MFqxqOIfoO0jANj36cqBRdgZp+DOqz7gVn6v3Te16BnYZbIOsjTjp1xEmZjzgp/IiTwos4KfMRJ6UPSalM5mXMdWDTpGZ6s+kLTwck/y8n9cLpQ6kJ/bw3pkpmNS5cPYD6MlMGX3MGqLxUGWtdrzeW/0EsNf49MHpjK/jQF6d6/xT8KbDTzP368vX/wlEgkBWoR09jlZU11sEoaTmut/SlP91Gk+epzb0e1rTovtNLk/HpA+6/L/qS1Qfc6wXQ66PXV+PidZneCwrAvWBLlBlXj2DS56RgWJelVhZ/MvS+Uu+QvsBUcizeXBRJ6f2hL06P3jMq/VRPh2jiPT0nBQMKOvVe0pek2tG/J1A/HvSeV+Cgg7cO9Mryazy5esb15Zj0+Z/MqjL6EtbcJAoGFSyo9FrzDSho0BwmGvufFaicXoGsf5AjOoirrRTcqKdbn1s9f51X6bqCLX0niOYJSWvYiA5Ieiz13ur7Q5Me6qSASvej10/vPx3cFACLek8U0Hk9V3pv6rXQQVLBn4ItvZY6mGnJZH0XpffzlZV4QZCem34c6L3iPw+I98NA7/cRI0b4LvPm6UhK71+9pvrMKBBWL6nG8yel11THhuzI6zn2Ai3Rd4N+6OjHnX7I6nzS4Nw7Puk7Qd/1+j7XDwL9INGy9XrP6r3m0WV6jypo1XFQAZd6YPX4WipeyQRVYvzwww/uRyGyLuKkzEOclHmIk8KPOCn8iJMyH3FS+pCUygQ62OqDqQ+yVg1RSazeSPpiVFmdDpzK7CtTqrJIBWP6UM6bN89tozeK3pQae66Dlg5g6mHRZfpbB2xlo70eJz2etknaI5Z0n/zL07U/3jKTysiKsraB6MvcP1ALJQUbCmjUY6cvPZUb6ktOX+6aqE09gwpQVdZfsmRJF9To9v4Zd5WmK7DR/ApegJC0VNwr0U+JelsUBOs+/Ev4tRS1DjLemGDRAV49qurd1ZeyDvr+QYQ3V4baVCe9/go0FFB7vKU5FbTpddHY7MykfdCBVPuofUg6dEGXpRTE6wtNvZ56XjpA60Cu3iK91xUI66Cudk5amq73vQ78Cp70WqkHSa+DVl5S+bgOaOqt9ebtSLpP+ryk9z2jgFDvD70WWjJVq9yoZFVtrd6vrEBBi9672kcdDLyDt9pVtN96H6kXWz3QOmjrB5v/jyD9ONJzTUrtrNWSFNjqIORNGqz3q14/fbcoeNVrod4tDUVQwKH3soJuHex0MPSCLf1g0X75Bxyi11GvvwKLSOa9H9ULqHbW50/PVz2D+l8/RP17Wr3PbiD6vtd3vT5b3jLz/tTjqM+1N/dEdqIfngqkvJW7RIG8ftSpakABlN6Les9688l49NnX9nq/q/1UyaHearWTjpv6UeIfwOkYoO8PBVt6n2sb9WSrh1/zXOizosoGZE3ESZmHOIk4yUOcRJwULMRJmYM4Kf1ISmUCfZGpfE4TDOoDp1JFHeyVcVfPnQ4GOpDpw6ovWAUGGqfuBQh6A+mkbLx6afx7f5Q11v2pjNej3hP1uqRW0qwvZo1f9ahsWwdwfTC07GZq9OYNtDRzsCn4UCCo3gf13OgD6o0LV1mnno9OGsesD6N6I3Tg1odMPX4eHXRU1q8PvT6EKu1N2tOktk+pTF0UaCn7rOV7vQnlNOeBHlNfIP49pvpb43P9Azq1v/bZf54LfUEogNAXkdrYf6I6BXT6ElEW+6abbrJg8IZEeMvn+tP7M1CwpZ41zS+h96V67vTcvSBBt9f73FtKVwGoNxeCXhO9b3VgVvCuXgCvfRRw6HVWNl+rq+hHg4JoHQC95WD1WEl7XFKa7FMBuYIKr9dS5/XDRPereUS810r3l9Ywj2Dw2lWTl+qkQFXfFSrPV1DoLWmsYFWBkP72Vr9R7593kNd3iQJbtZPoNl5A2qxZM/f51n3rfa0fbXr+er7q3VPb6LOv97Uu00FMvYN6bH1Peb0zXiCu7whN4hpoAmB974RyOEWwKNjU66AfDL/88ov74abVvdS7pN5BBbb6wav3pIaS6L2vYEw/xPR59b4/dFuN51eb67vJe328113vfQUBgSoWIp2+H/U51udX1J6aq0PvayUURL3/CpQU9KssXz2uqm5RxYC+X/S+1g8QJR/0o05znigIVrCly/Vdqe9i77io96++X/WZ1+si6tn2esm9Hy/IWoiTMgdxEnEScRJxUqgQJ5064qQMSECOsXPnzoSs7MCBAwkHDx5M122PHj2aEMmOHz8etsd+4IEHEvr165fosksuuSTh/fffT9bG9913X8KoUaMS9u3b5y4bPHhwwvnnn58wbtw43+02bdqU8OCDDyZ89913vud2ww03JHTo0CHhm2++SXE/dLunnnoq4dtvv03Xfk+YMCGhffv2yS7//vvvE44cOZLostdeey2hRYsWCYcPH/ZdduONNyYsWLAgIdQ2b96ccOmllybat1deecW91z/77LOE3r17J7Rr1y7h4osvTqhRo0ZC1apVE5YvX+5uO3Xq1IQ2bdok/PnnnwnXXHNNwvbt2333s2PHjoQGDRq453nttdcmnDhxwl3u/d+3b9+EiRMnurZZvHixu2zatGkJPXr0SPFzdP/99ycMHTo02XO4+uqrE+bPn5+QHX3xxReuDdWe8uOPPyYMHDjQvYf1udBrcvbZZ/tOF110ka+N/b377rsJy5Yt853Xtvps5BR6H9epUyfgZ2zbtm0JDz30kHu/qp3vuOOOhBdffDHR9/1tt92WMHfuXN953e7NN99M+PDDDxPdlz5La9euDbgPen/r9Ur6XQakF3FS1kGcRJxEnJQ1ECdlDuKk1EXpn4wksQBkP8qoK8Oe1hwNmnBWJf1prUqknqnMnu8hI/S1pklsvR7F7EC9cxmZNFM9Ibp9OF+HSKHeutSWkFavk3pG9RqoJzu16oGcSr2jqqzwekAD0apIwVzeXa+RXive8wAyG3FS1kecFDzESaeOOCl1JKUAAAAAAAAQcolnNQQAAAAAAABCgKQUAAAAAAAAQo6kFAAAAAAAAEKOpBQAAAAAAABCjqQUAGRw5YrM9O2337qVMAAAACIdcRKAjCIpBSDL6927t3355ZeJLtuwYYONHTvW/b1t2zZ74403kgVCus1PP/1kS5YsSXb6/vvv3ZLM/gYPHmzvvPNOivuhZZ6bNGli77333kk9j02bNtmoUaNs0qRJ7vzGjRutU6dONnv27JO6PwAAAOIkAJEs9v+1d+chNvZvHMe/eCxjjC0k+9Igsk1CUhhCZBmNLSKMsURNsg2ThGw9lrKWpbFlCVmb7DIljJQtWcb4wzAZjJ1J8utz/brvzhxn8HvS/M7M837Vac7c5z73fZs/9Ol7XV3f//cDAMDvVMliYmL8wFOuXDn34sULt3fvXjdp0iSXl5fnVq5c6caNG+cHKJ1z4cIFd/r0aff48WMXFRXl6tat67Kzs92bN29cdHS0W7dunUtOTrb3s2bNsjAUERFR6HPs3r3bvXv3znXv3v23nvv79+9u2bJl7smTJ+7+/fsWChs0aOA6derk4uPjXUZGhouMjHS9evX6Q38pAADwb0NOAlCcsSgFIOwpOP3113//u5o5c6a7fPmyBZnPnz+7Dh06+G3dHTt2tCpgUlKSVda8V2Jion2WkJDgNm7caOFt165d/rXLly9v78uWLWuvUFSt27Bhg/v06ZPr0aNHyHOaNWvmDh8+7F+jVKlSrl69eq5OnTqufv367sGDB/595fr1665mzZohq45xcXH2GQAAwM+QkwAUZyxKAQhbjx49ssCiAJWbm2th5e+//3YVKlRwmZmZLjU11S1evNgqdykpKW7Hjh0hr6PvFxaiSpcubfcQ72cwBawZM2ZY5U6VxmBqK9dzqK09+D5jxozxq4d6fs+3b9+s1b5p06buzp07/vGsrCwLdmPHjv2tvxEAAPh3IicBKAlYlAIQtpYuXWqhJCcnxx05csTazNXmPXv2bAslkpaW5p+vamCrVq0sdGkegs5XhU/h5cqVKy4/P99mJzx79sytX7/ezv2VDx8+uGnTprn379/bvVetWuXmzZvnVw2fP39ux6ZMmeLatGlT4LuqTCqo6RlUsfSCn/cc+kzzHipWrOh/R9euVauWf30AAIBQyEkASgIWpQCEre3bt9tsg9jYWDdx4kQ3ZMgQO/7161e3fPnyH2YMKFxt3brV3r99+9bmEyjoKKwpwNy7d89mLCjk6L3avhXmCtvVRfdRBU/f19BOBavjx4+7hw8fuk2bNtn3NKuhRYsWbvLkyT98X5XJ3r17FzimgKfZDNWrV3c9e/a0oHXgwAF3/vx5t3nzZnf16lU3evToP/hXBAAAJRE5CUBJwKIUgLB25swZ+3nz5k1Xu3Zt16VLF2slX7RokbWoB9LsBA3IlG7dutlLgefUqVNuyZIlrkmTJv6sBM098K6vilwoajFXFVL3a9Sokb327dvnJkyY4EaNGuXKlCljgUs7xXizHAJpYGh6erpVIHV+27ZtrYqosKehnpqf4IU6DRUV7Tij6wIAAPwKOQlAcceiFICwpVbuQ4cOWZB5/fq1taOfOHHCAs6CBQt+WgH0KFw1btzYgpbouwo3Hl3HawFXNTB4XoKqe8FDOqdOneoWLlzo2rdvb9dXNS8UPbcqj9rZRnQfBcLWrVvby3uOwHkNhV0LAAAgEDkJQEnAohSAsHXu3DkLR9qVRTu5aG7B2bNnbTtj7S4TXHVTWNJATNFsg9WrV9suL9rS2KPvBoYtVQwV5FasWGHzCzp37vzTgaIKVydPnnSDBg2y8Kdn0PbHHgWq4DkHqkA2b97cZjSMGDHCHT161NrRhw0bZq3onqdPn9oz61kKGzgKAAAg5CQAJQGLUgDCUl5enrWSa6viPXv22LG1a9e6KlWquPj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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 1
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
